Empirical correlation of estimating global solar radiation using meteorological parameters

被引:35
|
作者
Kirmani, Sheeraz [1 ]
Jamil, Majid [1 ]
Rizwan, M. [2 ]
机构
[1] Jamia Millia Islamia, Dept Elect Engn, New Delhi, India
[2] Delhi Technol Univ, Dept Elect Engn, Delhi, India
关键词
global solar radiation; meteorological parameter; multiple linear regression; statistical indicator; regression equation;
D O I
10.1080/14786451.2013.826222
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
An empirical model for the estimation of solar energy on the basis of Angstrom's model is proposed in this work. Seven regression equations are developed by using different meteorological parameters such as mean sunshine duration per hour, temperature, relative humidity, wind speed, and rainfall. The performance of the model is determined on the basis of statistical indicators like correlation coefficient(r), coefficient of determination (R-2), root mean square error (RMSE), mean percentage error (MPE), and mean bias error (MBE). The results show that the equation with the highest value of r, R-2 and the least value of RMSE, MPE, and MBE provides better results.
引用
收藏
页码:327 / 339
页数:13
相关论文
共 50 条
  • [21] Correlation of total solar radiation with common meteorological parameters for Yola and Calabar, Nigeria
    Ododo, JC
    Usman, A
    [J]. ENERGY CONVERSION AND MANAGEMENT, 1996, 37 (05) : 521 - 530
  • [22] The empirical models for estimating solar insolation in Serbia by using meteorological data on cloudiness
    Kostic, Rastko
    Mikulovic, Jovan
    [J]. RENEWABLE ENERGY, 2017, 114 : 1281 - 1293
  • [23] ESTIMATING GLOBAL SOLAR-RADIATION FROM COMMON METEOROLOGICAL OBSERVATIONS IN WESTERN CANADA
    DEJONG, R
    STEWART, DW
    [J]. CANADIAN JOURNAL OF PLANT SCIENCE, 1993, 73 (02) : 509 - 518
  • [24] Simple correlation for estimating the global solar radiation on horizontal surfaces in India
    Katiyar, A. K.
    Pandey, Chanchal Kumar
    [J]. ENERGY, 2010, 35 (12) : 5043 - 5048
  • [25] Empirical models for estimating daily global solar radiation in Yucatan Peninsula, Mexico
    Quej, Victor H.
    Almorox, Javier
    Ibrakhimov, Mirzakhayot
    Saito, Laurel
    [J]. ENERGY CONVERSION AND MANAGEMENT, 2016, 110 : 448 - 456
  • [26] Estimation of global solar radiation on horizontal surface using meteorological data
    Gurel, Ali Etem
    Ergun, Alper
    [J]. ENERGY EDUCATION SCIENCE AND TECHNOLOGY PART A-ENERGY SCIENCE AND RESEARCH, 2012, 28 (02): : 941 - 948
  • [27] Using measured daily meteorological parameters to predict daily solar radiation
    Mousavi, Seyyed Mohammad
    Mostafavi, Elham S.
    Jaafari, Alireza
    Jaafari, Arefeh
    Hosseinpour, Fariba
    [J]. MEASUREMENT, 2015, 76 : 148 - 155
  • [28] NUMERICAL-MODELS FOR THE CORRELATION OF GLOBAL SOLAR-RADIATION WITH METEOROLOGICAL DATA FOR BAHRAIN
    ATTILI, BS
    ABDALLA, YAG
    [J]. ENERGY CONVERSION AND MANAGEMENT, 1993, 34 (01) : 1 - 6
  • [29] Assessment of different combinations of meteorological parameters for predicting daily global solar radiation using artificial neural networks
    El Mghouchi, Y.
    Chham, E.
    Zemmouri, E. M.
    El Bouardi, A.
    [J]. BUILDING AND ENVIRONMENT, 2019, 149 : 607 - 622
  • [30] Improvement and evaluation of daily global solar radiation decomposition models using meteorological parameters: A case study for Turkey
    Erol, Ozge
    Filik, Ummuhan Basaran
    [J]. INTERNATIONAL JOURNAL OF GREEN ENERGY, 2022, 19 (15) : 1633 - 1648